{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import arcpy,pandas,json\n",
    "import seaborn as sns\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']\n",
    "mpl.rcParams['font.serif'] = ['SimHei']\n",
    "mpl.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 下面这个方法是用来从matplotlib中的色带获取指定颜色的"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getColorDist(colName, colValue):\n",
    "    cm = plt.cm.get_cmap(colName)\n",
    "    colNum = len(colValue)\n",
    "    col = [cm(float(i)/(colNum)) for i in range(colNum)]\n",
    "    cols = {}\n",
    "    for i in range(len(col)):\n",
    "        c = col[i]\n",
    "        f = \"#\"\n",
    "        for c1 in c:\n",
    "            cc = \"{0}\".format(hex(int(c1*255)))[2:]\n",
    "            if len(cc) < 2:\n",
    "                cc = \"0\"+cc\n",
    "            f+=cc\n",
    "        cols[colValue[i]] = f\n",
    "    return cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "cn = \"./data/shp/china_simple.shp\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pandas.read_csv(\"./data/旅游收入.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "year = \"y2016\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 下面这段代码，是用来计算分位数的"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = data[year].to_numpy()\n",
    "q25 = numpy.percentile(y, 25)\n",
    "q50 = numpy.percentile(y, 50)\n",
    "q75 = numpy.percentile(y, 75)\n",
    "iqr = q75 - q25\n",
    "u = q75 + 1.5 * iqr\n",
    "d = q25 - 1.5 * iqr\n",
    "if u > max(y):\n",
    "    u =  max(y)\n",
    "if d < min(y):\n",
    "    d = min(y)\n",
    "box = [d,q25,q50,q75,u]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "col = getColorDist(\"hsv\",range(6))\n",
    "text = {0:\" 低异常值\",1:\" < 25%\",2:\" 25% - 50%\",3:\" 50% - 75%\",4:\" > 75%\",5:\" 高异常值\"}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 下面是画图用的代码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(16,10)) \n",
    "ax1 = plt.subplot2grid((4, 4), (0, 0), colspan = 1, rowspan = 4)\n",
    "plt.boxplot(data[year])\n",
    "ccdict = {}\n",
    "for i,v in data.iterrows():\n",
    "    b2 = box+[v[year]]\n",
    "    b2.sort()\n",
    "    c = col[b2.index(v[year])]\n",
    "    ccdict[v[\"code\"]] = c\n",
    "    plt.scatter(x=1,y=v[year],color=c)\n",
    "\n",
    "ax2 = plt.subplot2grid((4, 4), (0, 1), colspan = 3, rowspan = 4)\n",
    "ext = arcpy.Describe(cn).extent\n",
    "ax2.grid(alpha= 1)\n",
    "basemap = arcpy.FeatureSet(cn)\n",
    "for g in arcpy.da.SearchCursor(basemap,[\"SHAPE@JSON\",\"name\",\n",
    "                                       \"SHAPE@XY\",\"code\"]):\n",
    "    if g[3] in ccdict:\n",
    "        c = ccdict[g[3]]\n",
    "        poly = plt.Polygon(json.loads(g[0])[\"rings\"][0],\n",
    "                                ec = '#000000',fc=c, alpha = 0.5)\n",
    "        if len(json.loads(g[0])[\"rings\"]) > 1:\n",
    "            poly = plt.Polygon(json.loads(g[0])[\"rings\"][2],\n",
    "                                ec = '#000000',fc=c, alpha = 0.5)\n",
    "    else:\n",
    "        poly = plt.Polygon(json.loads(g[0])[\"rings\"][0],\n",
    "                                fill=False, hatch='//', alpha = 0.5)\n",
    "    ax2.text(g[2][0], g[2][1],g[1],fontsize=8)\n",
    "    ax2.add_patch(poly)\n",
    "\n",
    "for i in range(len(col)):\n",
    "    poly = plt.Polygon([[75,22+i],[80,22+i],[80,21+i],[75,21+i],[75,22+i]],\n",
    "                                ec = '#000000',fc=col[i], alpha = 0.5)\n",
    "    ax2.text(80.5,21.5+i,text[i],fontsize=10)\n",
    "    ax2.add_patch(poly)\n",
    "\n",
    "i=-1\n",
    "poly = plt.Polygon([[75,22+i],[80,22+i],[80,21+i],[75,21+i],[75,22+i]],\n",
    "                                fill=False, hatch='//', alpha = 0.5)\n",
    "ax2.text(80.5,21.2+i,\" 数据缺失\",fontsize=10)\n",
    "ax2.add_patch(poly)\n",
    "ax2.set_xlim(ext.XMin,ext.XMax)\n",
    "ax2.set_ylim(ext.YMin,ext.YMax)\n",
    "plt.title(\"{0}年中国各省国际旅游外汇收入分位数专题图\\n数据来源：国家统计局\".format(year[1:]))\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
